{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "11f50ece-b4ce-4473-958b-1dc5260ecc56",
   "metadata": {},
   "source": [
    "/media/daybeha/软件/win/桌面/认知地图/CognitiveMap/相关材料/CAN和SNN"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44f87ad9-61bb-4a68-8b9e-6cb8a89f12f7",
   "metadata": {},
   "source": [
    "# 脉冲神经元模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cb6b9eb4-77b4-46ba-b41a-e977cf14b609",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from spikingjelly.activation_based import neuron\n",
    "from spikingjelly import visualizing\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "030542ca-000f-4590-b908-2d483d87829d",
   "metadata": {},
   "outputs": [],
   "source": [
    "if_layer = neuron.IFNode()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "486306ff-d65b-4c89-99f5-c7dec953839c",
   "metadata": {},
   "outputs": [],
   "source": [
    "if_layer.reset()\n",
    "x = torch.as_tensor([0.02])\n",
    "T = 150\n",
    "s_list = []\n",
    "v_list = []\n",
    "for t in range(T):\n",
    "    s_list.append(if_layer(x))\n",
    "    v_list.append(if_layer.v)\n",
    "\n",
    "dpi = 300\n",
    "figsize = (12, 8)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "52af8042-b3a8-4ff4-9921-30d6e0e436fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_np = torch.cat(v_list).numpy()\n",
    "s_np = torch.cat(s_list).numpy()\n",
    "# s_np = np.array()\n",
    "s_np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2fe8ef7e-e6f2-406d-8e5f-3fb8293cede0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x2400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizing.plot_one_neuron_v_s(v_np, s_np,\n",
    "                                v_threshold=if_layer.v_threshold,\n",
    "                                v_reset=if_layer.v_reset,\n",
    "                                figsize=figsize, dpi=dpi)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4589899-0c79-421b-9359-04172d69129a",
   "metadata": {},
   "source": [
    "下面我们将神经元层重置，并给与 shape=[32] 的输入，查看这32个神经元的膜电位和输出脉冲："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8b27a2b2-1dc4-4f0e-a665-3fad014d079b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x1600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x1600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if_layer.reset()\n",
    "T = 50\n",
    "x = torch.rand([32]) / 8.\n",
    "s_list = []\n",
    "v_list = []\n",
    "for t in range(T):\n",
    "    s_list.append(if_layer(x).unsqueeze(0))\n",
    "    v_list.append(if_layer.v.unsqueeze(0))\n",
    "\n",
    "s_list = torch.cat(s_list)\n",
    "v_list = torch.cat(v_list)\n",
    "\n",
    "figsize = (12, 8)\n",
    "dpi = 200\n",
    "visualizing.plot_2d_heatmap(array=v_list.numpy(), title='membrane potentials', xlabel='simulating step',\n",
    "                            ylabel='neuron index', int_x_ticks=True, x_max=T, figsize=figsize, dpi=dpi)\n",
    "\n",
    "\n",
    "visualizing.plot_1d_spikes(spikes=s_list.numpy(), title='membrane sotentials', xlabel='simulating step',\n",
    "                        ylabel='neuron index', figsize=figsize, dpi=dpi)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e3efc85-97c7-4cfa-b223-28a3d7395c86",
   "metadata": {},
   "source": [
    "## 步进模式和后端\n",
    "在 基本概念 中我们已经介绍过单步和多步模式，在本教程前面的内容中，我们使用的都是单步模式。切换成多步模式非常简单，只需要设置 step_mode 即可。\n",
    "\n",
    "此外，部分神经元在多步模式下支持 cupy 后端。在 cupy 模式下，前反向传播会使用CuPy进行加速："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "045ccaa4-33f2-4e92-a6ff-7ecb57a92278",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "if_layer.backend=torch\n",
      "step_mode=s, supported_backends=('torch',)\n",
      "step_mode=m, supported_backends=('torch', 'cupy')\n",
      "if_layer.backend=cupy\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "tensor([[0., 0., 0., 0.],\n",
       "        [0., 1., 0., 0.],\n",
       "        [0., 0., 0., 1.],\n",
       "        [1., 1., 0., 0.],\n",
       "        [0., 0., 1., 0.],\n",
       "        [0., 1., 0., 0.],\n",
       "        [1., 0., 0., 0.],\n",
       "        [0., 0., 1., 1.]], device='cuda:0')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "from spikingjelly.activation_based import neuron\n",
    "if_layer = neuron.IFNode()\n",
    "print(f'if_layer.backend={if_layer.backend}')\n",
    "# if_layer.backend=torch\n",
    "\n",
    "print(f'step_mode={if_layer.step_mode}, supported_backends={if_layer.supported_backends}')\n",
    "# step_mode=s, supported_backends=('torch',)\n",
    "\n",
    "\n",
    "if_layer.step_mode = 'm'\n",
    "print(f'step_mode={if_layer.step_mode}, supported_backends={if_layer.supported_backends}')\n",
    "# step_mode=m, supported_backends=('torch', 'cupy')\n",
    "\n",
    "device = 'cuda:0'\n",
    "if_layer.to(device)\n",
    "if_layer.backend = 'cupy'  # switch to the cupy backend\n",
    "print(f'if_layer.backend={if_layer.backend}')\n",
    "# if_layer.backend=cupy\n",
    "\n",
    "x_seq = torch.rand([8, 4], device=device)\n",
    "y_seq = if_layer(x_seq)\n",
    "if_layer.reset()\n",
    "y_seq"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b25c9286-0511-45e6-9a52-0ab89d0ae710",
   "metadata": {},
   "source": [
    "使用平方积分发放神经元进行单步或多步传播："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "04c77918-ff24-4abd-bc24-94cf3c334be2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_seq=tensor([[0.4204],\n",
      "        [0.9565],\n",
      "        [0.0643],\n",
      "        [0.8159]])\n",
      "sif_layer.v[0]=tensor([0.1767])\n",
      "sif_layer.v[1]=tensor([0.])\n",
      "sif_layer.v[2]=tensor([0.0041])\n",
      "sif_layer.v[3]=tensor([0.6698])\n",
      "y_seq=tensor([[0.],\n",
      "        [1.],\n",
      "        [0.],\n",
      "        [0.]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "from spikingjelly.activation_based import neuron\n",
    "\n",
    "class SquareIFNode(neuron.BaseNode):\n",
    "    def neuronal_charge(self, x: torch.Tensor):\n",
    "        self.v = self.v + x ** 2\n",
    "\n",
    "sif_layer = SquareIFNode()\n",
    "\n",
    "T = 4\n",
    "N = 1\n",
    "x_seq = torch.rand([T, N])\n",
    "print(f'x_seq={x_seq}')\n",
    "\n",
    "for t in range(T):\n",
    "    yt = sif_layer(x_seq[t])\n",
    "    print(f'sif_layer.v[{t}]={sif_layer.v}')\n",
    "\n",
    "sif_layer.reset()\n",
    "sif_layer.step_mode = 'm'\n",
    "y_seq = sif_layer(x_seq)\n",
    "print(f'y_seq={y_seq}')\n",
    "sif_layer.reset()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fac94842-c82c-4651-bd0c-04d4e2c0604d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0b77129b-4a3f-4654-9f91-a0d778168124",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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